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Hybrid Reasoning Logic

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Linked challenge: Ambient AI Care Assistant for Nursing Facilities

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Linked challenge
Ambient AI Care Assistant for Nursing Facilities

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Original prompt text with formatting preserved for inspection.

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Describe the logic for your hybrid reasoning system. When does the Gemini 2.5 Pro agent switch from instant summarization to 'Deep Think' mode? How does it decide which EHR plugins to call based on the detected context? Provide flowcharts or pseudocode.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.